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@ -8,6 +8,13 @@
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},
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"source": [
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"# Zep\n",
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"## VectorStore Example for [Zep](https://docs.getzep.com/) - Fast, scalable building blocks for LLM Apps\n",
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"\n",
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"### More on Zep:\n",
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"\n",
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"Zep is an open source platform for productionizing LLM apps. Go from a prototype\n",
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"built in LangChain or LlamaIndex, or a custom app, to production in minutes without\n",
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"rewriting code.\n",
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"\n",
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"## Fast, Scalable Building Blocks for LLM Apps\n",
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"Zep is an open source platform for productionizing LLM apps. Go from a prototype\n",
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@ -104,6 +111,7 @@
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" config=config,\n",
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" api_url=ZEP_API_URL,\n",
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" api_key=ZEP_API_KEY,\n",
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" embedding=None, # we'll have Zep embed our documents using its low-latency embedder\n",
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")"
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]
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},
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@ -123,9 +131,13 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Embedding status: 0/402 documents embedded\n",
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"Embedding status: 0/402 documents embedded\n",
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"Embedding status: 402/402 documents embedded\n"
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"Embedding status: 0/401 documents embedded\n",
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"Embedding status: 0/401 documents embedded\n",
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"Embedding status: 0/401 documents embedded\n",
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"Embedding status: 0/401 documents embedded\n",
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"Embedding status: 0/401 documents embedded\n",
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"Embedding status: 0/401 documents embedded\n",
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"Embedding status: 401/401 documents embedded\n"
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]
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}
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],
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@ -179,33 +191,34 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Tables necessary to determine the places of the planets are not less\r\n",
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|
|
"necessary than those for the sun, moon, and stars. Some notion of the\r\n",
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"number and complexity of these tables may be formed, when we state that\r\n",
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"the positions of the two principal planets, (and these are the most\r\n",
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|
|
|
"necessary for the navigator,) Jupiter and Saturn, require each not less\r\n",
|
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|
|
"than one hundred and sixteen tables. Yet it is not only necessary to\r\n",
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|
"predict the position of these bodies, but it is likewise expedient to -> 0.8998482592744614 \n",
|
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|
|
|
"the positions of the two principal planets, (and these the most\n",
|
|
|
|
|
"necessary for the navigator,) Jupiter and Saturn, require each not less\n",
|
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|
|
"than one hundred and sixteen tables. Yet it is not only necessary to\n",
|
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|
|
|
"predict the position of these bodies, but it is likewise expedient to\n",
|
|
|
|
|
"tabulate the motions of the four satellites of Jupiter, to predict the\n",
|
|
|
|
|
"exact times at which they enter his shadow, and at which their shadows\n",
|
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|
"cross his disc, as well as the times at which they are interposed -> 0.9003241539387915 \n",
|
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|
"====\n",
|
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|
"\n",
|
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"tabulate the motions of the four satellites of Jupiter, to predict the\r\n",
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|
|
|
"exact times at which they enter his shadow, and at which their shadows\r\n",
|
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|
"cross his disc, as well as the times at which they are interposed\r\n",
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"between him and the Earth, and he between them and the Earth.\r\n",
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"\r\n",
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"Among the extensive classes of tables here enumerated, there are several\r\n",
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|
"which are in their nature permanent and unalterable, and would never\r\n",
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|
"require to be recomputed, if they could once be computed with perfect -> 0.8976143854195493 \n",
|
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|
"furnish more than a small fraction of that aid to navigation (in the\n",
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|
|
"large sense of that term), which, with greater facility, expedition, and\n",
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|
"economy in the calculation and printing of tables, it might be made to\n",
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"supply.\n",
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"\n",
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|
|
"Tables necessary to determine the places of the planets are not less\n",
|
|
|
|
|
"necessary than those for the sun, moon, and stars. Some notion of the\n",
|
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|
|
|
"number and complexity of these tables may be formed, when we state that -> 0.8911165633479508 \n",
|
|
|
|
|
"====\n",
|
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|
|
|
"\n",
|
|
|
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|
"the scheme of notation thus applied, immediately suggested the\r\n",
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|
|
|
"advantages which must attend it as an instrument for expressing the\r\n",
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|
|
|
"structure, operation, and circulation of the animal system; and we\r\n",
|
|
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|
|
"entertain no doubt of its adequacy for that purpose. Not only the\r\n",
|
|
|
|
|
"mechanical connexion of the solid members of the bodies of men and\r\n",
|
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|
|
"animals, but likewise the structure and operation of the softer parts,\r\n",
|
|
|
|
|
"including the muscles, integuments, membranes, &c. the nature, motion, -> 0.889982614061763 \n",
|
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|
|
"====\n"
|
|
|
|
|
"the scheme of notation thus applied, immediately suggested the\n",
|
|
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|
|
"advantages which must attend it as an instrument for expressing the\n",
|
|
|
|
|
"structure, operation, and circulation of the animal system; and we\n",
|
|
|
|
|
"entertain no doubt of its adequacy for that purpose. Not only the\n",
|
|
|
|
|
"mechanical connexion of the solid members of the bodies of men and\n",
|
|
|
|
|
"animals, but likewise the structure and operation of the softer parts,\n",
|
|
|
|
|
"including the muscles, integuments, membranes, &c. the nature, motion, -> 0.8899750214770481 \n",
|
|
|
|
|
"====\n",
|
|
|
|
|
"\n"
|
|
|
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]
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}
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],
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@ -226,7 +239,9 @@
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"collapsed": false
|
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},
|
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"source": [
|
|
|
|
|
"## Search over Collection Re-ranked by MMR"
|
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|
|
"## Search over Collection Re-ranked by MMR\n",
|
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|
|
"\n",
|
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|
|
"Zep offers native, hardware-accelerated MMR re-ranking of search results."
|
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|
]
|
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},
|
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{
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@ -245,33 +260,34 @@
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"name": "stdout",
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"output_type": "stream",
|
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"text": [
|
|
|
|
|
"Tables necessary to determine the places of the planets are not less\r\n",
|
|
|
|
|
"necessary than those for the sun, moon, and stars. Some notion of the\r\n",
|
|
|
|
|
"number and complexity of these tables may be formed, when we state that\r\n",
|
|
|
|
|
"the positions of the two principal planets, (and these the most\r\n",
|
|
|
|
|
"necessary for the navigator,) Jupiter and Saturn, require each not less\r\n",
|
|
|
|
|
"than one hundred and sixteen tables. Yet it is not only necessary to\r\n",
|
|
|
|
|
"predict the position of these bodies, but it is likewise expedient to \n",
|
|
|
|
|
"the positions of the two principal planets, (and these the most\n",
|
|
|
|
|
"necessary for the navigator,) Jupiter and Saturn, require each not less\n",
|
|
|
|
|
"than one hundred and sixteen tables. Yet it is not only necessary to\n",
|
|
|
|
|
"predict the position of these bodies, but it is likewise expedient to\n",
|
|
|
|
|
"tabulate the motions of the four satellites of Jupiter, to predict the\n",
|
|
|
|
|
"exact times at which they enter his shadow, and at which their shadows\n",
|
|
|
|
|
"cross his disc, as well as the times at which they are interposed \n",
|
|
|
|
|
"====\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"the scheme of notation thus applied, immediately suggested the\r\n",
|
|
|
|
|
"advantages which must attend it as an instrument for expressing the\r\n",
|
|
|
|
|
"structure, operation, and circulation of the animal system; and we\r\n",
|
|
|
|
|
"entertain no doubt of its adequacy for that purpose. Not only the\r\n",
|
|
|
|
|
"mechanical connexion of the solid members of the bodies of men and\r\n",
|
|
|
|
|
"animals, but likewise the structure and operation of the softer parts,\r\n",
|
|
|
|
|
"the scheme of notation thus applied, immediately suggested the\n",
|
|
|
|
|
"advantages which must attend it as an instrument for expressing the\n",
|
|
|
|
|
"structure, operation, and circulation of the animal system; and we\n",
|
|
|
|
|
"entertain no doubt of its adequacy for that purpose. Not only the\n",
|
|
|
|
|
"mechanical connexion of the solid members of the bodies of men and\n",
|
|
|
|
|
"animals, but likewise the structure and operation of the softer parts,\n",
|
|
|
|
|
"including the muscles, integuments, membranes, &c. the nature, motion, \n",
|
|
|
|
|
"====\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"tabulate the motions of the four satellites of Jupiter, to predict the\r\n",
|
|
|
|
|
"exact times at which they enter his shadow, and at which their shadows\r\n",
|
|
|
|
|
"cross his disc, as well as the times at which they are interposed\r\n",
|
|
|
|
|
"between him and the Earth, and he between them and the Earth.\r\n",
|
|
|
|
|
"\r\n",
|
|
|
|
|
"Among the extensive classes of tables here enumerated, there are several\r\n",
|
|
|
|
|
"which are in their nature permanent and unalterable, and would never\r\n",
|
|
|
|
|
"require to be recomputed, if they could once be computed with perfect \n",
|
|
|
|
|
"====\n"
|
|
|
|
|
"resistance, economizing time, harmonizing the mechanism, and giving to\n",
|
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|
|
"the whole mechanical action the utmost practical perfection.\n",
|
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|
|
"\n",
|
|
|
|
|
"The system of mechanical contrivances by which the results, here\n",
|
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|
|
|
"attempted to be described, are attained, form only one order of\n",
|
|
|
|
|
"expedients adopted in this machinery;--although such is the perfection\n",
|
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|
|
|
"of their action, that in any ordinary case they would be regarded as\n",
|
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|
|
|
"having attained the ends in view with an almost superfluous degree of \n",
|
|
|
|
|
"====\n",
|
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|
|
"\n"
|
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|
]
|
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|
}
|
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],
|
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@ -311,17 +327,23 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Embedding status: 402/1692 documents embedded\n",
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"Embedding status: 402/1692 documents embedded\n",
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"Embedding status: 552/1692 documents embedded\n",
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"Embedding status: 702/1692 documents embedded\n",
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"Embedding status: 1002/1692 documents embedded\n",
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"Embedding status: 1002/1692 documents embedded\n",
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"Embedding status: 1152/1692 documents embedded\n",
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"Embedding status: 1302/1692 documents embedded\n",
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"Embedding status: 1452/1692 documents embedded\n",
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"Embedding status: 1602/1692 documents embedded\n",
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"Embedding status: 1692/1692 documents embedded\n"
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"Embedding status: 401/1691 documents embedded\n",
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"Embedding status: 401/1691 documents embedded\n",
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"Embedding status: 401/1691 documents embedded\n",
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"Embedding status: 401/1691 documents embedded\n",
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"Embedding status: 401/1691 documents embedded\n",
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"Embedding status: 401/1691 documents embedded\n",
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"Embedding status: 901/1691 documents embedded\n",
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"Embedding status: 901/1691 documents embedded\n",
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"Embedding status: 901/1691 documents embedded\n",
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"Embedding status: 901/1691 documents embedded\n",
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"Embedding status: 901/1691 documents embedded\n",
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"Embedding status: 901/1691 documents embedded\n",
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"Embedding status: 1401/1691 documents embedded\n",
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"Embedding status: 1401/1691 documents embedded\n",
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"Embedding status: 1401/1691 documents embedded\n",
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"Embedding status: 1401/1691 documents embedded\n",
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"Embedding status: 1691/1691 documents embedded\n"
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]
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}
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],
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@ -366,33 +388,33 @@
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"by that body to Mr Babbage:--'In no department of science, or of the\r\n",
|
|
|
|
|
"arts, does this discovery promise to be so eminently useful as in that\r\n",
|
|
|
|
|
"of astronomy, and its kindred sciences, with the various arts dependent\r\n",
|
|
|
|
|
"on them. In none are computations more operose than those which\r\n",
|
|
|
|
|
"astronomy in particular requires;--in none are preparatory facilities\r\n",
|
|
|
|
|
"more needful;--in none is error more detrimental. The practical\r\n",
|
|
|
|
|
"astronomer is interrupted in his pursuit, and diverted from his task of -> {'source': 'https://www.gutenberg.org/cache/epub/71292/pg71292.txt'} \n",
|
|
|
|
|
"or remotely, for this purpose. But in addition to these, a great number\n",
|
|
|
|
|
"of tables, exclusively astronomical, are likewise indispensable. The\n",
|
|
|
|
|
"predictions of the astronomer, with respect to the positions and motions\n",
|
|
|
|
|
"of the bodies of the firmament, are the means, and the only means, which\n",
|
|
|
|
|
"enable the mariner to prosecute his art. By these he is enabled to\n",
|
|
|
|
|
"discover the distance of his ship from the Line, and the extent of his -> {'source': 'https://www.gutenberg.org/cache/epub/71292/pg71292.txt'} \n",
|
|
|
|
|
"====\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"possess all knowledge which is likely to be useful to him in his work,\r\n",
|
|
|
|
|
"and this I have endeavored in my case to do. If I remember rightly, you\r\n",
|
|
|
|
|
"on one occasion, in the early days of our friendship, defined my limits\r\n",
|
|
|
|
|
"in a very precise fashion.”\r\n",
|
|
|
|
|
"\r\n",
|
|
|
|
|
"“Yes,” I answered, laughing. “It was a singular document. Philosophy,\r\n",
|
|
|
|
|
"astronomy, and politics were marked at zero, I remember. Botany\r\n",
|
|
|
|
|
"possess all knowledge which is likely to be useful to him in his work,\n",
|
|
|
|
|
"and this I have endeavored in my case to do. If I remember rightly, you\n",
|
|
|
|
|
"on one occasion, in the early days of our friendship, defined my limits\n",
|
|
|
|
|
"in a very precise fashion.”\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"“Yes,” I answered, laughing. “It was a singular document. Philosophy,\n",
|
|
|
|
|
"astronomy, and politics were marked at zero, I remember. Botany\n",
|
|
|
|
|
"variable, geology profound as regards the mud-stains from any region -> {'source': 'https://www.gutenberg.org/files/48320/48320-0.txt'} \n",
|
|
|
|
|
"====\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"in all its relations; but above all, with Astronomy and Navigation. So\r\n",
|
|
|
|
|
"important have they been considered, that in many instances large sums\r\n",
|
|
|
|
|
"have been appropriated by the most enlightened nations in the production\r\n",
|
|
|
|
|
"of them; and yet so numerous and insurmountable have been the\r\n",
|
|
|
|
|
"difficulties attending the attainment of this end, that after all, even\r\n",
|
|
|
|
|
"navigators, putting aside every other department of art and science,\r\n",
|
|
|
|
|
"have, until very recently, been scantily and imperfectly supplied with -> {'source': 'https://www.gutenberg.org/cache/epub/71292/pg71292.txt'} \n",
|
|
|
|
|
"====\n"
|
|
|
|
|
"of astronomy, and its kindred sciences, with the various arts dependent\n",
|
|
|
|
|
"on them. In none are computations more operose than those which\n",
|
|
|
|
|
"astronomy in particular requires;--in none are preparatory facilities\n",
|
|
|
|
|
"more needful;--in none is error more detrimental. The practical\n",
|
|
|
|
|
"astronomer is interrupted in his pursuit, and diverted from his task of\n",
|
|
|
|
|
"observation by the irksome labours of computation, or his diligence in\n",
|
|
|
|
|
"observing becomes ineffectual for want of yet greater industry of -> {'source': 'https://www.gutenberg.org/cache/epub/71292/pg71292.txt'} \n",
|
|
|
|
|
"====\n",
|
|
|
|
|
"\n"
|
|
|
|
|
]
|
|
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|
|
}
|
|
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|
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],
|
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|
@ -430,38 +452,39 @@
|
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"name": "stdout",
|
|
|
|
|
"output_type": "stream",
|
|
|
|
|
"text": [
|
|
|
|
|
"possess all knowledge which is likely to be useful to him in his work,\r\n",
|
|
|
|
|
"and this I have endeavored in my case to do. If I remember rightly, you\r\n",
|
|
|
|
|
"on one occasion, in the early days of our friendship, defined my limits\r\n",
|
|
|
|
|
"in a very precise fashion.”\r\n",
|
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"\r\n",
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"“Yes,” I answered, laughing. “It was a singular document. Philosophy,\r\n",
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"astronomy, and politics were marked at zero, I remember. Botany\r\n",
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"possess all knowledge which is likely to be useful to him in his work,\n",
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"and this I have endeavored in my case to do. If I remember rightly, you\n",
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"on one occasion, in the early days of our friendship, defined my limits\n",
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"in a very precise fashion.”\n",
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"\n",
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"“Yes,” I answered, laughing. “It was a singular document. Philosophy,\n",
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"astronomy, and politics were marked at zero, I remember. Botany\n",
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"variable, geology profound as regards the mud-stains from any region -> {'source': 'https://www.gutenberg.org/files/48320/48320-0.txt'} \n",
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"====\n",
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"\n",
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"the light shining upon his strong-set aquiline features. So he sat as I\r\n",
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"dropped off to sleep, and so he sat when a sudden ejaculation caused me\r\n",
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"to wake up, and I found the summer sun shining into the apartment. The\r\n",
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"pipe was still between his lips, the smoke still curled upward, and the\r\n",
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"room was full of a dense tobacco haze, but nothing remained of the heap\r\n",
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"of shag which I had seen upon the previous night.\r\n",
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"\r\n",
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"“Awake, Watson?” he asked.\r\n",
|
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"\r\n",
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"“Yes.”\r\n",
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"\r\n",
|
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|
|
"the light shining upon his strong-set aquiline features. So he sat as I\n",
|
|
|
|
|
"dropped off to sleep, and so he sat when a sudden ejaculation caused me\n",
|
|
|
|
|
"to wake up, and I found the summer sun shining into the apartment. The\n",
|
|
|
|
|
"pipe was still between his lips, the smoke still curled upward, and the\n",
|
|
|
|
|
"room was full of a dense tobacco haze, but nothing remained of the heap\n",
|
|
|
|
|
"of shag which I had seen upon the previous night.\n",
|
|
|
|
|
"\n",
|
|
|
|
|
"“Awake, Watson?” he asked.\n",
|
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|
"\n",
|
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|
|
"“Yes.”\n",
|
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|
"\n",
|
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|
|
"“Game for a morning drive?” -> {'source': 'https://www.gutenberg.org/files/48320/48320-0.txt'} \n",
|
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|
|
"====\n",
|
|
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|
|
"\n",
|
|
|
|
|
"“I glanced at the books upon the table, and in spite of my ignorance\r\n",
|
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|
|
|
"of German I could see that two of them were treatises on science, the\r\n",
|
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|
|
|
"others being volumes of poetry. Then I walked across to the window,\r\n",
|
|
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|
|
"hoping that I might catch some glimpse of the country-side, but an oak\r\n",
|
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|
|
|
"shutter, heavily barred, was folded across it. It was a wonderfully\r\n",
|
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|
|
"silent house. There was an old clock ticking loudly somewhere in the\r\n",
|
|
|
|
|
"“I glanced at the books upon the table, and in spite of my ignorance\n",
|
|
|
|
|
"of German I could see that two of them were treatises on science, the\n",
|
|
|
|
|
"others being volumes of poetry. Then I walked across to the window,\n",
|
|
|
|
|
"hoping that I might catch some glimpse of the country-side, but an oak\n",
|
|
|
|
|
"shutter, heavily barred, was folded across it. It was a wonderfully\n",
|
|
|
|
|
"silent house. There was an old clock ticking loudly somewhere in the\n",
|
|
|
|
|
"passage, but otherwise everything was deadly still. A vague feeling of -> {'source': 'https://www.gutenberg.org/files/48320/48320-0.txt'} \n",
|
|
|
|
|
"====\n"
|
|
|
|
|
"====\n",
|
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|
|
"\n"
|
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|
]
|
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|
}
|
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|
],
|
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|
@ -479,6 +502,14 @@
|
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|
"for d in docs:\n",
|
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|
|
" print(d.page_content, \" -> \", d.metadata, \"\\n====\\n\")"
|
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|
]
|
|
|
|
|
},
|
|
|
|
|
{
|
|
|
|
|
"cell_type": "code",
|
|
|
|
|
"execution_count": null,
|
|
|
|
|
"id": "96132aa6",
|
|
|
|
|
"metadata": {},
|
|
|
|
|
"outputs": [],
|
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|
|
"source": []
|
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|
}
|
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|
|
],
|
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|
"metadata": {
|
|
|
|
@ -490,13 +521,13 @@
|
|
|
|
|
"language_info": {
|
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|
|
"codemirror_mode": {
|
|
|
|
|
"name": "ipython",
|
|
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|
|
"version": 2
|
|
|
|
|
"version": 3
|
|
|
|
|
},
|
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|
|
|
"file_extension": ".py",
|
|
|
|
|
"mimetype": "text/x-python",
|
|
|
|
|
"name": "python",
|
|
|
|
|
"nbconvert_exporter": "python",
|
|
|
|
|
"pygments_lexer": "ipython2",
|
|
|
|
|
"pygments_lexer": "ipython3",
|
|
|
|
|
"version": "3.11.6"
|
|
|
|
|
}
|
|
|
|
|
},
|
|
|
|
|